{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Section1 如何用Alphalens计算IC值？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 目录\n",
    "1. Alphalen是什么？\n",
    "2. 如何编写Alpha因子？\n",
    "3. Alphalens需要什么数据格式？\n",
    "4. 如何计算不同Quantiles收益与标准差？\n",
    "5. 如何将不同收益曲线可视化？\n",
    "6. 什么是信息系数？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alphalen是什么？\n",
    "Alphalens是一个Python库，专门做股票的alpha(α)绩效分析预测。\n",
    "\n",
    "下载方式： pip install alphalens\n",
    "\n",
    "官方网站： http://quantopian.github.io/alphalens/index.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何编写Alpha因子？\n",
    "1. 编制函数需要的算法，调用talib计算momentum\n",
    "2. 定义计算alpha值的类\n",
    "3. 编制因子的函数，并返回因子DataFrame\n",
    "4. 传入股票数据（Panel）\n",
    "5. 输出Factor数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import talib as ta\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 1. 编制函数需要的算法，调用talib计算momentum\n",
    "def momentum(df, period=2):\n",
    "    return pd.DataFrame(\n",
    "        {name: ta.ROCR(item.values, period) \n",
    "         for name, item in df.iteritems()},\n",
    "         index=df.index\n",
    "        )\n",
    "\n",
    "# 2. 定义计算alpha值的类\n",
    "class alphas(object):\n",
    "    def __init__(self, pn_data):\n",
    "        if pn_data.isnull().values.any():\n",
    "            pn_data.fillna(method='ffill',inplace=True)\n",
    "        self.close = pd.DataFrame(pn_data.minor_xs('close'), \n",
    "                                  dtype=np.float64)\n",
    "\n",
    "# 3. 编制因子的函数，并返回因子DataFrame\n",
    "    def mom001(self):\n",
    "        alpha = -1 * momentum(self.close)\n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.panel.Panel'>\n",
      "Dimensions: 10 (items) x 244 (major_axis) x 6 (minor_axis)\n",
      "Items axis: 000001 to 601318\n",
      "Major_axis axis: 2016-01-04 00:00:00 to 2016-12-30 00:00:00\n",
      "Minor_axis axis: open to code\n"
     ]
    }
   ],
   "source": [
    "# 4. 传入股票数据\n",
    "if __name__ == '__main__':\n",
    "    import pandas as pd\n",
    "    import tushare as ts\n",
    "\n",
    "    codes = ['000001', '601318', '600029', '000089', '000402', \n",
    "             '000895', '600006', '000858', '600036', '600050']\n",
    "    stocks_dict = {}\n",
    "    for c in codes:\n",
    "        stock = ts.get_k_data(c, start='2016-01-01', end='2016-12-31', ktype='D', autype='qfq')\n",
    "        stock.index = pd.to_datetime(stock['date'], format='%Y-%m-%d')\n",
    "        stock.pop('date')\n",
    "        stocks_dict[c] = stock\n",
    "\n",
    "    pn = pd.Panel(stocks_dict)\n",
    "    print pn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              000001    000089    000402    000858    000895    600006  \\\n",
      "date                                                                     \n",
      "2016-12-26 -0.997812 -0.993865 -1.025082 -0.970079 -0.983686 -0.980716   \n",
      "2016-12-27 -1.000000 -1.004957 -1.021181 -0.997687 -0.999486 -0.988764   \n",
      "2016-12-28 -0.993421 -0.983951 -0.978347 -0.987193 -0.995092 -0.973315   \n",
      "2016-12-29 -1.000000 -0.974106 -0.977399 -0.985733 -1.005353 -0.982955   \n",
      "2016-12-30 -1.004415 -1.003764 -0.987594 -1.016796 -1.026532 -0.992785   \n",
      "\n",
      "              600029    600036    600050    601318  \n",
      "date                                                \n",
      "2016-12-26 -0.988811 -1.001692 -1.016927 -1.010066  \n",
      "2016-12-27 -0.985975 -1.006228 -0.966709 -1.015261  \n",
      "2016-12-28 -0.985856 -0.992660 -0.984635 -1.004841  \n",
      "2016-12-29 -0.994310 -0.987622 -0.998675 -0.996313  \n",
      "2016-12-30 -1.007174 -0.998885 -0.950585 -1.003967  \n"
     ]
    }
   ],
   "source": [
    "#5. 输出Factor数据\n",
    "alpha_mom = alphas(pn).mom001()\n",
    "print alpha_mom.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alphalens需要什么数据格式？\n",
    "\n",
    "factor: MultiIndex（用stack()方法来转换）\n",
    "\n",
    "prices: DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date              \n",
      "2016-12-30  600006   -0.992785\n",
      "            600029   -1.007174\n",
      "            600036   -0.998885\n",
      "            600050   -0.950585\n",
      "            601318   -1.003967\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#转换成MultiIndex\n",
    "factor = alpha_mom.stack()\n",
    "print factor.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           000001 000089  000402  000858  000895 600006 600029  600036 600050  \\\n",
      "date                                                                            \n",
      "2016-12-26   9.12    8.1  10.299  33.653  19.355   7.12   7.07  17.166   7.81   \n",
      "2016-12-27   9.08   8.11  10.221  33.643   19.43   7.04   7.03  17.127   7.55   \n",
      "2016-12-28   9.06   7.97  10.076  33.222   19.26   6.93   6.97   17.04   7.69   \n",
      "2016-12-29   9.08    7.9    9.99  33.163  19.534   6.92   6.99  16.915   7.54   \n",
      "2016-12-30    9.1      8   9.951   33.78  19.771   6.88   7.02  17.021   7.31   \n",
      "\n",
      "           601318  \n",
      "date               \n",
      "2016-12-26  35.12  \n",
      "2016-12-27  35.26  \n",
      "2016-12-28  35.29  \n",
      "2016-12-29  35.13  \n",
      "2016-12-30  35.43  \n"
     ]
    }
   ],
   "source": [
    "# 股票池价格的Dataframe\n",
    "prices = pn.minor_xs('close')\n",
    "print prices.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          1         5        10    factor  factor_quantile\n",
      "date       asset                                                          \n",
      "2016-01-06 000001 -0.051136 -0.071104 -0.085895 -1.020375                3\n",
      "           000089 -0.099563 -0.077824 -0.058657 -1.020746                2\n",
      "           000402 -0.098205 -0.116052 -0.080460 -1.027879                2\n",
      "           000858 -0.048892 -0.092910 -0.074124 -1.034225                1\n",
      "           000895 -0.039744 -0.094613 -0.114192 -1.029014                1\n"
     ]
    }
   ],
   "source": [
    "#输入Alphalen所需要的数据格式\n",
    "import alphalens\n",
    "\n",
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(factor, prices, quantiles=5)\n",
    "print factor_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何不同Quantiles期望收益与标准差？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  1         5         10\n",
      "factor_quantile date                                    \n",
      "1               2016-01-06  0.019360  0.001483  0.006281\n",
      "                2016-01-07  0.002709  0.019796  0.016846\n",
      "                2016-01-08  0.029033 -0.011362  0.001485\n",
      "                2016-01-11  0.011741 -0.006216  0.008437\n",
      "                2016-01-12  0.002170 -0.020541 -0.023274\n",
      "                                  1         5         10\n",
      "factor_quantile date                                    \n",
      "1               2016-01-06  0.004574  0.000851  0.020034\n",
      "                2016-01-07  0.021980  0.052229  0.054293\n",
      "                2016-01-08  0.029248  0.012479  0.048253\n",
      "                2016-01-11  0.015864  0.035106  0.030001\n",
      "                2016-01-12  0.021096  0.049757  0.033327\n"
     ]
    }
   ],
   "source": [
    "mean_return_by_q, std_err_by_q = alphalens.performance.mean_return_by_quantile(factor_data, by_date=True)\n",
    "print(mean_return_by_q).head()\n",
    "print(std_err_by_q).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何将不同收益曲线可视化？\n",
    "1. 持有不同天数的收益曲线\n",
    "2. 累积收益曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=5).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n",
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=10).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n"
     ]
    },
    {
     "data": {
      "image/png": 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lGtfFrUUAAG4tGnLz60UEzVrEpRFTsSvvR4mGdZ7ofLr4RE50eY+US9fN25zq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A09S8LqBAg9HlJ76c+uQEoVRbFJp/ai60UAyuU2SuVZDDzA5/vmkj7yEOLZxwGovu13ELPPI7bq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mOWfhkFKG//AHyLFOJKD1sNH7J3xqJ245g7vzvkRr9Cj7/OvpVdt4reMHLEi/jRnu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      "text/plain": [
       "<matplotlib.figure.Figure at 0x577f92b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RErB811p8Ph/NE+oTYg0KdJxSSYWLkxTUM6K4jRz5AkePHuGhh+7js8++IihI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\nEILbZr2L7y/+7ICFvzg4ODg4DA39juIf+chHuOOOO5g7dy7KEcmq7rn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UTu6m80Sd3P3G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\nKe+M9x0l7t3MK38fSfHRO/RETog4t5OFScpEhG9Do3HXVyHp1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AmjiZk0pstWDuhKJ77W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\n8Fr/DxbgzMjFEvEyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x57a07048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zybecwsB3pJtysKoOMvwZELFgMziwGhzY1L3XBgcW1Z4yUw0LcSqQxEUKCIfD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\nkevo82kBb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jXjVdaVb+W6kecyrGOfpsfUSohjOH5EruND5Dl2RG7j58jItYKmJbPw4kcJ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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x57a072e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 1)\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 5)\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3U1YGIYQQQggJUjR+lbQLfoBBLpN73J9hGMRp4rltvUUHrUkLK+s+UFFvrHf7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TmCbBBD7kH817FfAwAUMiV+eMWj0Cq1Eo+QkJlHkowMm82Gp556Cjt27MDw8DCefPJJ2Gy21AdO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\njGw2W8zrizxHtXjLM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      "text/plain": [
       "<matplotlib.figure.Figure at 0x577f90f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphalens.plotting.plot_cumulative_returns(mean_return_by_q.iloc[:,0], period=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 什么是信息系数？\n",
    "度量变量的预测值与实际值之间的关系的相关值。信息系数是用来评估金融分析师预测技能的一种表现方法。\n",
    "\n",
    "系数在-1到1之间，越大表示正相关程度强。标准是mean(IC)>0.02\n",
    "\n",
    "### 什么是spearman相关系数？\n",
    "$P_s = 1- \\frac {6\\sum d_i^2}{n(n^2-1)}$\n",
    "\n",
    "其中d为秩次差。\n",
    "\n",
    "因此IC值是代表因子排序与收益排序的相关性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 什么是秩次差？\n",
    "A = [1,3,5,7,9]\n",
    "B = [3,2,4,5,1]\n",
    "\n",
    "A的排序是1,2,3,4,5\n",
    "\n",
    "B的排序是3,2,4,5,1\n",
    "\n",
    "d为排序相减\n",
    "\n",
    "$d^2 = 4,0,1,1,16$\n",
    "\n",
    "$P_s = 1-\\frac{6*22}{5(25-1)} = -0.1$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IC值例子\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  1         5         10\n",
      "date                                    \n",
      "2016-01-06 -0.163636 -0.163636 -0.527273\n",
      "2016-01-07  0.042424  0.151515  0.127273\n",
      "2016-01-08 -0.418182  0.115152  0.030303\n",
      "2016-01-11  0.151515  0.296970  0.187879\n",
      "2016-01-12 -0.139394 -0.066667  0.175758\n",
      "2016-01-13 -0.163636 -0.612121  0.430303\n",
      "2016-01-14 -0.272727 -0.042424 -0.272727\n",
      "2016-01-15  0.454545  0.466667 -0.309091\n",
      "2016-01-18 -0.127273  0.200000 -0.333333\n",
      "2016-01-19 -0.078788 -0.078788  0.357576\n",
      "2016-01-20  0.466667  0.393939  0.321212\n",
      "2016-01-21  0.490909 -0.018182  0.163636\n",
      "2016-01-22 -0.309091 -0.527273 -0.187879\n",
      "2016-01-25 -0.587879 -0.551515 -0.212121\n",
      "2016-01-26  0.321212  0.236364  0.284848\n",
      "2016-01-27 -0.163636  0.272727  0.515152\n",
      "2016-01-28 -0.018182  0.042424  0.066667\n",
      "2016-01-29 -0.624242  0.090909 -0.018182\n",
      "2016-02-01  0.248485 -0.090909 -0.054545\n",
      "2016-02-02 -0.684848 -0.272727  0.115152\n",
      "2016-02-03  0.224242 -0.321212 -0.357576\n",
      "2016-02-04 -0.200000 -0.563636 -0.369697\n",
      "2016-02-05 -0.260606 -0.054545  0.515152\n",
      "2016-02-15  0.575758  0.430303  0.515152\n",
      "2016-02-16 -0.078788  0.248485  0.309091\n",
      "2016-02-17 -0.563636 -0.090909 -0.018182\n",
      "2016-02-18 -0.612121 -0.260606  0.260606\n",
      "2016-02-19  0.212121 -0.066667  0.236364\n",
      "2016-02-22  0.224242  0.309091  0.018182\n",
      "2016-02-23 -0.175758 -0.078788 -0.660606\n",
      "...              ...       ...       ...\n",
      "2016-11-07  0.587879  0.127273 -0.527273\n",
      "2016-11-08 -0.466667  0.175758  0.503030\n",
      "2016-11-09 -0.163636  0.660606  0.624242\n",
      "2016-11-10  0.527273  0.042424  0.248485\n",
      "2016-11-11 -0.818182 -0.260606  0.151515\n",
      "2016-11-14  0.551515 -0.212121  0.066667\n",
      "2016-11-15 -0.369697 -0.321212 -0.018182\n",
      "2016-11-16 -0.551515  0.054545 -0.309091\n",
      "2016-11-17  0.248485  0.212121 -0.369697\n",
      "2016-11-18 -0.478788 -0.419455 -0.684848\n",
      "2016-11-21 -0.297874 -0.284848 -0.103030\n",
      "2016-11-22  0.170214  0.442424 -0.054545\n",
      "2016-11-23 -0.042424  0.648485  0.369697\n",
      "2016-11-24  0.600000  0.466667  0.406061\n",
      "2016-11-25  0.042424  0.030303  0.333333\n",
      "2016-11-28  0.066667 -0.260606 -0.284848\n",
      "2016-11-29  0.048632  0.237083  0.231004\n",
      "2016-11-30  0.078788  0.163636 -0.333333\n",
      "2016-12-01  0.636364  0.672727  0.478788\n",
      "2016-12-02  0.006061 -0.078788 -0.200000\n",
      "2016-12-05 -0.042424 -0.600000 -0.454545\n",
      "2016-12-06 -0.248485 -0.466667 -0.551515\n",
      "2016-12-07  0.090909  0.248485  0.418182\n",
      "2016-12-08 -0.066667 -0.709091 -0.393939\n",
      "2016-12-09 -0.793939 -0.454545 -0.175758\n",
      "2016-12-12  0.466667  0.636364  0.806061\n",
      "2016-12-13 -0.066667  0.369697  0.381818\n",
      "2016-12-14  0.333333  0.127273  0.054545\n",
      "2016-12-15 -0.260606 -0.175758 -0.103030\n",
      "2016-12-16 -0.515152 -0.272727 -0.042424\n",
      "\n",
      "[232 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
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0iJMnT9K9e/caz/3www/ExsaSnJxso+hq2rRpExkZGWzfvp3g4GAA3NzceP3113nmmWcI\nCAiodYxOp2P58uU899xzPProowD069ePESNGsH79ep544gmOHTvG3r17WblyJYMHDwZgyJAhpKSk\nsHLlSmuRITk5maFDhxIfH99Kr1gI0RZIHn6C3bt3c+rUKTZs2EBcXBwAPj4+PPLIIxw6dIh+/foB\nkodvhNlsYUdiNht3nkNvqELtqsRd7UJVlZnScgP7k/I4e76EQd2DCPDV2DpcIVqd5OLG5+Jq77//\nPpWVlS38aoVo2xxuugRAt27dCAsLq1WhPX/+PMeOHeOOO+6odcyuXbu4//776dWrF8OGDWPRokVU\nVVVZnzcajXzwwQfcfvvt9OjRg/79+/Pcc8+Rk5Nj3WfkyJEsW7aM//qv/2LAgAEkJCTw97//HZ2u\n/p65u3fvpnv37tZkCnDrrbdiMplqTW2oduTIESoqKhg1apR1m4+PDwMGDODXX38FQKlU8sADD5CQ\nkGDdR6lUEhERQVZWFgAmk4mzZ88SGxtbb3xCCHE9JA9fvtFds2aN9aYWwNXV1fpaQPLwjTBbLKz8\nPonPfzyNqcpM707tGH9LDHcPjWL88BjGD48mpoM3haWVfPd7BqfSi2wdshCtTnJx43Lxlef78ssv\n6xz5IYRoPg5ZZAC47bbb2Lp1a41tW7ZsoXfv3jWSF8CePXuYOnUqoaGhfPjhh0yZMoUVK1Ywd+5c\n6z5vv/02n3/+OVOnTuXTTz9l+vTp7Nmzh3nz5tU41yeffEJpaSkLFy5k+vTpbN68maVLl9YbZ1pa\nGuHh4TW2+fn5odVqSUtLq/cYgLCwsBrbQ0NDrc/16NGDt956Cze3PxZ00el07N+/3zoE99y5cxiN\nRn799VdGjBhBXFwcEyZM4MiRI/XGK4QQjdXW87Cnp6e10GswGDh27Bhz584lJibG+s2Z5OHrY7FY\n+Gr7GX47lkNUiBf3DIumd6cAXF3+uG1xV7twU68QbusfhsZNxf5TeWTm1f8BRwhnJbm44Vxc/dzL\nL7/MU089RVRUVL1xCiFunENOlwC44447WL58OWfPniUmJga4PCzsT3/6U61933//fXr37s3//M//\nADBs2DB8fHyYM2cOU6ZMITQ0lMLCQmbNmsV9990HwIABA0hNTWXTpk01zhUcHMzChQtRKBTcfPPN\n7Nu3j507d9aaa1tNp9Ph6elZa7unp2e91V6dTodarUatVjf6GIA33ngDnU7HE088AWAdHldQUMDc\nuXPR6/UsW7aMxx57jK+//tr6vjkL6QcsROuSPPyHKVOmsG/fPtzc3FiyZIn1W7S2loer3Wg+/nZX\nGlsPZNIhwJO/PRDPgeS8evcNbufByIRQtuzL4Ncj57l9YDheWvcbur4QjkRy8R/qy8UAS5cuRalU\n8uSTT3LmzJk6r+dM5L5Y2JLDjmTo2bMnISEh/Pjjj8Dl1WqPHj3K7bffXmO/S5cucfToUUaMGIHJ\nZLL+GTZsGGaz2bqq7Pvvv899993HhQsX2LNnD6tXr+bQoUO1Vrzt2bMnCsUfC0wFBwdTUVFxzViv\n3P9KVy9EU81isdR7TF3bLRYLb7zxBt9++y2zZ8+2zskbNGgQH3/8MZ988gk33XQTo0aN4n//93/x\n8PBg+fLl14xZCCEaInn4D88//zwrVqxg9OjRPPXUU9ZhvJKHm2738Rz+77dUAnzcmTEhHq3GtcFj\n2vm4c3OvEExVFn4+mI3ukrHBY4RwFpKL/1BfLk5KSmL58uXMnTu3RuFBCNEyHHYkg0KhsA4Pe/rp\np9myZQu9evUiJCSkxn6lpaWYzWbee+893nvvvVrnyc/PB+DQoUO8/vrrJCcn4+XlRbdu3WpMRaim\n0dRcWEqhUFxzdVqtVkt5eXmt7eXl5Wi12jqP8fLywmAwYDQaayTC8vJyvLy8auxrMBiYNWsW33//\nPTNmzOCRRx6xPhcYGMiIESNqxdOnTx+SkpLqjdlRVfcC1ulkMR8hWoPk4T9UD8kdPHgwaWlpLFu2\njKFDh7a5PFztevNxsa6SL7am4KZWMePBePy8Gt/jPTzIi4TYQA4l5/PzgUxuiQ+p98OJEM5EcvEf\n6srFQ4YM4eWXX+aBBx6ge/fumEwm6xoUZrOZqqoqVCpVvXE7KrkvFrbksEUGuDwH7bPPPiMrK4st\nW7bUOSyseljW008/XWPRmGrt27enrKyMadOmkZCQwOLFi4mIiABgwYIFN3wTGBkZaV2IsVpRURE6\nna7e+WARERFYLBaysrJq7HP1Y71ez7Rp09i7dy+vv/46EydOrHGe/fv3k5eXx5133llju16vx8/P\n74Zelz2q7gUsyVSI1tOW83BycjIpKSmMHTvW+rxCoaBr164cPHgQaHt5uNr15GOLxcKqLclUVJp4\n5LYuBPl5NPm6cZF+5BSUk3GhjMw8L8KDan8IEcIZSS6uPxfn5ORw/Phxjh8/zqpVq2qc//HHH2fA\ngAG1tjsDuS8WtuSw0yUAEhISCAwM5Msvv+TIkSO1hoXB5app165dyczMpGfPntY/rq6uLFy4kNzc\nXM6dO0dJSQmPPfaYNZmazWZ27959wz10Bw0axPHjx8nNzbVu27ZtG66urvTv37/OY/r06YObmxvb\ntm2zbispKWHfvn3WdpUAL774Ivv37+e9996rVWCAy4v7/P3vf7dWpuFylfrQoUMMGDDghl6XEEJA\n287Dhw4d4sUXXyQjI8O6j8Fg4MCBA3Tp0gWQPNwU+5PyOJxSQGyYL7f06Xhd51AoFPTv1h6lAg4k\n5WOqMjdzlELYJ8nF9efi9u3bs379+hp/3n33XeDyemZvvPHGDb0uIURtDj2SQalUMnr0aFauXGmd\nj1aXv/71rzz77LNotVpGjx5NUVER77//Pkqlki5dumAymfD09GTJkiWYzWb0ej1ffPEFSUlJ1qFf\n1zvkcuzYsSxdupQnn3yS559/nry8PN555x0eeOABAgMDgcuJ8OTJkwQHBxMcHIynpycPP/wwixYt\nQqlUEhkZyccff4xWq+X+++8HYOvWrWzdupW7776bDh06kJiYaL2mu7s7Xbt2ZcKECaxevZqnnnqK\nZ599FoPBwEcffYSfnx8PP/zwdb0eIYS4UlvOw2PHjmX58uU8++yz/OUvf8HFxYWVK1eSl5fHBx98\nACB5uJHKKgys3noatYuSx8d0RXkD0xx8tW706hxI4ul8TqQW0rtTQDNGKoR9klxcfy5Wq9X07Nmz\nRiwuLpc/AkVFRVm7sgkhmo9Dj2SAy8PDjEZjnX2Aq40aNYolS5Zw/Phxnn76aebNm0d8fDz/+te/\n0Gg0eHl5sXjxYkpLS3n66ad588038fX1ZdGiRZjN5htqNabRaFixYgVBQUG8+OKLLF26lIkTJzJn\nzhzrPnl5eUyYMIF169ZZt73wwgs8/vjjfPrpp7z44ot4eXmxYsUK6/yz7du3A/DNN98wYcKEGn9e\nfPFFAIKCgli9ejWBgYHMmTOHV155hejoaD7//PM6V/cVQojr0VbzsJeXF//617+IiYnhtddeY8aM\nGbi6uvLFF18QGxsLSB5urI2/plJWYeSeYdHXNU3iav27BaFxU3H8XCG6ClkEUrQNkovrz8VCiNal\nsNzo2Kfr0FBLlbNnU/D311qHmwrbOX36NIWFOmJiOhMY6GV37XCujCkw8PI/NteKcUdidovH5KV1\np0ynZ3j89Q33bQn2/rOzF9V/h9oKycWOwZHy8JXboHEt1C4UVvDysr0E+mmY++QAVHWsMt/U3O2l\ndefI6Qv8djSXqBAvhvbu0KjjWjJvO8rPztYkD9ckedh+OFouvlYebsn74SvzqCO8T/bAXmO6EQ49\nXUKIK9nbL6cQQrRVTcnHG389h9li4d5h0XUWGK5XVIg3J1KLSMspI76zAS8PdbOdWwgh7J3cFwtb\nkiKDaNDeUxfILPOwfkPfEuzpW38hhBCtI+NCGftO5RER7EXf2MBmPbdCoaBHlD+/Hs3hRGoRg+KC\nmvX8QgghhKibw6/JIEQ1rdbN2hNYCCGE7TQ2H3/9yzkA7rsl5oYWe6xPRLAXWo0rZ7JLuFRpavbz\nCyGEvZL7YmFLbW4kw42siivsW339gKvMZi5VVlGuN5JffIlKYxUGYxWVBjOVxioqjVVUVVkwVZkx\nWywoFQqUSgVurio83F3wdHfBz8sdb09X+bsjRDOQPOz8GtOfPTmjiGPnLtI13JfukX4tEodSqSAu\nyo+9J/M4lV5EQpfmHS0hhCOTXOzcGpOHhWgpTlFk0Ol0fPLJJ2zZsoXz58/j6elJr169mDJlCoMG\nDbLud+DAAT777DMWL15c77mysrIYNWoUixYtuubqvFfLyclh7ty5/P7777i5uXH33Xczffp01Or6\n54CWlZXx3nvvsW3bNsrLyxk0aBBz5swhPDwcgMWLF/Phhx/WeWzHjh356aefADh37hz//d//zcGD\nB1Gr1YwZM4a//e1vTrlyudliobiskpJyA6XlBkgt5PyFMkorDDw3IQGA+asPUaE3UVFppEJvQm+o\napZru6tVtPfTEBHsRXh7LSqVDAQSopqz5mGA9PR05s+fbz3vyJEjmTlzJn5+f3wwbkt5uLls2p0G\nwPhbYlr0g05MRx+OnLlIckYxPaL8UbuqWuxaQtiaM+digFWrVrFq1Spyc3OJiIjg6aefZsyYMTWu\n/e6777J3714qKyuJi4tj5syZxMXFNTp+IcSNc/gig8Vi4cknnyQvL4+nnnqKyMhISktL+frrr3ni\niSdYsmQJI0aMAGD9+vWkpqY2ewwGg4HJkyfj7u7OggULrAlOr9fz2muv1XvcjBkzOHnyJC+++CJ+\nfn4sWbKERx55hM2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gJ8P7dGy2AsOVMd0/+vLQ5XVbbbvQWnVMw+M7kl98ibc+O0CF3sSM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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6dd38898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1AfrU+ARb4oxyq28KeIrkvO/LrT6An0vp76V1RYGIiIiIiIiIGBQUiIiIiIiIiIhBQYGI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\ntS+2YxPLrz5gqv9Wuda/lW5FL84vLj2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jxoxYvHhxNDU1xYkTJ+Lpp5+Ovn37VvqMG264\nIVauXBmrV6+O/v37x7Jlyyq9f6aFCxdGW1tbrFixIoYNGxZjx46t7Vl16OzsjGXLlsXgwYNj7ty5\nERFx5513xrx58y7wJ+Nsde9wRM/Y4rp3OKJrtrjOHY7oWVtsh+lK3onPj3fic+tJOxxhi8/WUOr6\nZRgAAACg27lkfvUAAAAAODehAAAAAEhCAQAAAJCEAgAAACAJBQAAAEASCgAAAIAkFAAAAABJKAAA\nAADSfwGecTFetdIbOgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6d58d320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ic = alphalens.performance.factor_information_coefficient(factor_data)\n",
    "print ic\n",
    "alphalens.plotting.plot_ic_hist(ic)\n",
    "mean_monthly_ic = alphalens.performance.mean_information_coefficient(factor_data, by_time='M')\n",
    "# print mean_monthly_ic.mean()\n",
    "alphalens.plotting.plot_monthly_ic_heatmap(mean_monthly_ic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作业\n",
    "试用alphalens不同的功能。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
